Optimization Methods for Personalizing Large Language Models through Retrieval Augmentation

9 April 2024

Papers citing "Optimization Methods for Personalizing Large Language Models through Retrieval Augmentation"

37 / 37 papers shown

Title
Does Knowledge Distillation Matter for Large Language Model based Bundle Generation? Kaidong Feng Zhu Sun Jie Yang Hui Fang Xinghua Qu W. Liu 43 0 0 24 Apr 2025
A Survey of Personalization: From RAG to Agent Xiaopeng Li Pengyue Jia Derong Xu Yi Wen Yingyi Zhang ... X. Li Y. Liu Huifeng Guo Ruiming Tang Xiangyu Zhao 3DV AI4TS AI4CE 44 0 0 14 Apr 2025
Plan-and-Refine: Diverse and Comprehensive Retrieval-Augmented Generation Alireza Salemi Chris Samarinas Hamed Zamani 24 0 0 10 Apr 2025
PR-Attack: Coordinated Prompt-RAG Attacks on Retrieval-Augmented Generation in Large Language Models via Bilevel Optimization Yang Jiao X. Wang Kai Yang AAML SILM 31 0 0 10 Apr 2025
Retrieval Augmented Generation with Collaborative Filtering for Personalized Text Generation Teng Shi Jun Xu Xiao Zhang Xiaoxue Zang Kai Zheng Yang Song Han Li RALM 3DV 38 0 0 08 Apr 2025
Improving RAG for Personalization with Author Features and Contrastive Examples Mert Yazan Suzan Verberne F. Situmeang 38 1 0 24 Mar 2025
From 1,000,000 Users to Every User: Scaling Up Personalized Preference for User-level Alignment J. Li Jian-Yu Guan Songhao Wu Wei Yu Wu Rui Yan 62 1 0 19 Mar 2025
Group Preference Alignment: Customized LLM Response Generation from In-Situ Conversations Ishani Mondal Jack W. Stokes S. Jauhar Longqi Yang Mengting Wan Xiaofeng Xu Xia Song Jennifer Neville 46 0 0 11 Mar 2025
Personalized Text Generation with Contrastive Activation Steering Jinghao Zhang Y. Liu W. Wang Qiang Liu Shu Wu Liang Wang Tat-Seng Chua LLMSV 41 0 0 07 Mar 2025
AI-Enabled Conversational Journaling for Advancing Parkinson's Disease Symptom Tracking Mashrur Rashik Shilpa Sweth Nishtha Agrawal Saiyyam Kochar Kara M Smith Fateme Rajabiyazdi Vidya Setlur Narges Mahyar Ali Sarvghad 47 0 0 05 Mar 2025
Personalized Generation In Large Model Era: A Survey Yiyan Xu Jinghao Zhang Alireza Salemi Xinting Hu W. Wang Fuli Feng Hamed Zamani Xiangnan He Tat-Seng Chua 3DV 77 2 0 04 Mar 2025
Measuring What Makes You Unique: Difference-Aware User Modeling for Enhancing LLM Personalization Yilun Qiu Xiaoyan Zhao Yang Zhang Yimeng Bai W. Wang Hong Cheng Fuli Feng Tat-Seng Chua 50 1 0 04 Mar 2025
Towards Efficient Educational Chatbots: Benchmarking RAG Frameworks Umar Ali Khan Ekram Khan Fiza Khan A. A. Moinuddin 48 0 0 02 Mar 2025
A Survey of Personalized Large Language Models: Progress and Future Directions Jiahong Liu Zexuan Qiu Zhongyang Li Quanyu Dai Jieming Zhu Minda Hu Menglin Yang Irwin King LM&MA 46 2 0 17 Feb 2025
Optimizing Knowledge Integration in Retrieval-Augmented Generation with Self-Selection Yan Weng Fengbin Zhu Tong Ye Haoyan Liu Fuli Feng Tat-Seng Chua RALM 93 1 0 10 Feb 2025
Reasoning-Enhanced Self-Training for Long-Form Personalized Text Generation Alireza Salemi Cheng-rong Li Mingyang Zhang Qiaozhu Mei Weize Kong Tao Chen Zhuowan Li Michael Bendersky Hamed Zamani LRM RALM ReLM 52 6 0 07 Jan 2025
Personalized Graph-Based Retrieval for Large Language Models Steven Au Cameron J. Dimacali Ojasmitha Pedirappagari Namyong Park Franck Dernoncourt Yu Wang Nikos Kanakaris Hanieh Deilamsalehy Ryan Rossi Nesreen K. Ahmed RALM 38 1 0 04 Jan 2025
Leveraging Memory Retrieval to Enhance LLM-based Generative Recommendation Chengbing Wang Y. Zhang Fengbin Zhu Jizhi Zhang Tianhao Shi Fuli Feng RALM 29 0 0 23 Dec 2024
Accelerating Retrieval-Augmented Generation Derrick Quinn Mohammad Nouri Neel Patel John Salihu Alireza Salemi Sukhan Lee Hamed Zamani Mohammad Alian RALM 3DV 81 2 0 14 Dec 2024
Data Extraction Attacks in Retrieval-Augmented Generation via Backdoors Yuefeng Peng Junda Wang Hong-ye Yu Amir Houmansadr SILM 50 2 0 03 Nov 2024
Learning to Rank for Multiple Retrieval-Augmented Models through Iterative Utility Maximization Alireza Salemi Hamed Zamani RALM 24 4 0 13 Oct 2024
LLMs + Persona-Plug = Personalized LLMs Jiongnan Liu Yutao Zhu Shuting Wang Xiaochi Wei Erxue Min Yu Lu Shuaiqiang Wang Dawei Yin Zhicheng Dou 19 2 0 18 Sep 2024
Towards Fair RAG: On the Impact of Fair Ranking in Retrieval-Augmented Generation To Eun Kim Fernando Diaz 51 2 0 17 Sep 2024
Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models Alireza Salemi Hamed Zamani 35 9 0 14 Sep 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 48 7 0 17 Jul 2024
LongLaMP: A Benchmark for Personalized Long-form Text Generation Ishita Kumar Snigdha Viswanathan Sushrita Yerra Alireza Salemi Ryan A. Rossi ... Xiang Chen Ruiyi Zhang Shubham Agarwal Nedim Lipka Hamed Zamani 39 22 0 27 Jun 2024
Understanding the Role of User Profile in the Personalization of Large Language Models Bin Wu Zhengyan Shi Hossein A. Rahmani Varsha Ramineni Emine Yilmaz 46 5 0 22 Jun 2024
Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts Zhaoxuan Tan Zheyuan Liu Meng-Long Jiang 32 20 0 15 Jun 2024
HYDRA: Model Factorization Framework for Black-Box LLM Personalization Yuchen Zhuang Haotian Sun Yue Yu Rushi Qiang Qifan Wang Chao Zhang Bo Dai AAML 33 14 0 05 Jun 2024
Stochastic RAG: End-to-End Retrieval-Augmented Generation through Expected Utility Maximization Hamed Zamani Michael Bendersky 23 23 0 05 May 2024
Towards a Search Engine for Machines: Unified Ranking for Multiple Retrieval-Augmented Large Language Models Alireza Salemi Hamed Zamani 18 4 0 30 Apr 2024
Planning Ahead in Generative Retrieval: Guiding Autoregressive Generation through Simultaneous Decoding Hansi Zeng Chen Luo Hamed Zamani 38 12 0 22 Apr 2024
Evaluating Retrieval Quality in Retrieval-Augmented Generation Alireza Salemi Hamed Zamani RALM 33 61 0 21 Apr 2024
A Survey on Retrieval-Augmented Text Generation for Large Language Models Yizheng Huang Jimmy X. Huang 3DV RALM 53 44 0 17 Apr 2024
PEARL: Personalizing Large Language Model Writing Assistants with Generation-Calibrated Retrievers Sheshera Mysore Zhuoran Lu Mengting Wan Longqi Yang Steve Menezes Tina Baghaee Emmanuel Barajas Gonzalez Jennifer Neville Tara Safavi RALM 17 35 0 15 Nov 2023
UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis Fatemehsadat Mireshghallah Vaishnavi Shrivastava Milad Shokouhi Taylor Berg-Kirkpatrick Robert Sim Dimitrios Dimitriadis FedML 32 33 0 01 Oct 2021
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 180 251 0 08 Dec 2020